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@inproceedings{aliastable,
  author    = {Aaron Q. Li and
               Amr Ahmed and
               Sujith Ravi and
               Alexander J. Smola},
  title     = {Reducing the sampling complexity of topic models},
  booktitle = {Proceedings of the 20th ACM SIGKDD international conference on Knowledge discovery and data mining},
  pages     = {891--900},
  year      = {2014},
}


@inproceedings{Fu2017HIN2Vec,
	Author = {Fu, Tao Yang and Lee, Wang Chien and Lei, Zhen},
	Booktitle = {Proceedings of the 2017 ACM on Conference on Information and Knowledge Management},
	Title = {HIN2Vec: Explore Meta-paths in Heterogeneous Information Networks for Representation Learning},
	pages={1797--1806},
	Year = {2017}}

@article{chen2012svdfeature,
	Author = {Chen, Tianqi and Zhang, Weinan and Lu, Qiuxia and Chen, Kailong and Zheng, Zhao and Yu, Yong},
	Journal = {Journal of Machine Learning Research},
	Pages = {3619--3622},
	Title = {SVDFeature: a toolkit for feature-based collaborative filtering},
	Volume = {13},
	Year = {2012}}

@inproceedings{chen2017attentive,
	Author = {Chen, Jingyuan and Zhang, Hanwang and He, Xiangnan and Nie, Liqiang and Liu, Wei and Chua, Tat-Seng},
	Booktitle = {Proceedings of the 40th International ACM SIGIR conference on Research and Development in Information Retrieval},
	Pages = {335--344},
	Title = {Attentive collaborative filtering: Multimedia recommendation with item-and component-level attention},
	Year = {2017}}

@inproceedings{dong2017metapath2vec,
	Author = {Dong, Yuxiao and Chawla, Nitesh V and Swami, Ananthram},
	Booktitle = {Proceedings of the 23rd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining},
	Title = {metapath2vec: Scalable representation learning for heterogeneous networks},
	pages={135--144},
	Year = {2017}}

@inproceedings{elkahky2015multi,
	Author = {Elkahky, Ali Mamdouh and Song, Yang and He, Xiaodong},
	Booktitle = {Proceedings of the 24th International Conference on World Wide Web},
	Pages = {278--288},
	Title = {A multi-view deep learning approach for cross domain user modeling in recommendation systems},
	Year = {2015}}

@inproceedings{feng2012incorporating,
	Author = {Feng, Wei and Wang, Jianyong},
	Booktitle = {Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining},
	Title = {Incorporating heterogeneous information for personalized tag recommendation in social tagging systems},
	pages={1276--1284},
	Year = {2012}}

@inproceedings{grover2016node2vec,
	Author = {Grover, Aditya and Leskovec, Jure},
	Booktitle = {Proceedings of the 22nd ACM SIGKDD international conference on Knowledge discovery and data mining},
	Pages = {855--864},
	Title = {node2vec: Scalable feature learning for networks},
	Year = {2016}}

@inproceedings{he2016deep,
	Author = {He, Kaiming and Zhang, Xiangyu and Ren, Shaoqing and Sun, Jian},
	Booktitle = {Proceedings of the IEEE conference on computer vision and pattern recognition},
	Pages = {770--778},
	Title = {Deep residual learning for image recognition},
	Year = {2016}}

@inproceedings{he2017neural,
	Author = {He, Xiangnan and Liao, Lizi and Zhang, Hanwang and Nie, Liqiang and Hu, Xia and Chua, Tat-Seng},
	Booktitle = {Proceedings of the 26th International Conference on World Wide Web},
	Pages = {173--182},
	Title = {Neural collaborative filtering},
	Year = {2017}}

@inproceedings{he2017neural2,
  title={Neural factorization machines for sparse predictive analytics},
  author={He, Xiangnan and Chua, Tat-Seng},
  booktitle={Proceedings of the 40th International ACM SIGIR conference on Research and Development in Information Retrieval},
  pages={355--364},
  year={2017}}

@inproceedings{hinton2012better,
	Author = {Hinton, Geoffrey E and Salakhutdinov, Ruslan R},
	Booktitle = {Advances in Neural Information Processing Systems},
	Pages = {2447--2455},
	Title = {A better way to pretrain deep boltzmann machines},
	Year = {2012}}

@inproceedings{hao2017end,
	Author = {Hao, Yanchao and Zhang, Yuanzhe and Liu, Kang and He, Shizhu and Liu, Zhanyi and Wu, Hua and Zhao, Jun},
	Booktitle = {Proceedings of the 55th Annual Meeting of the Association for Computational Linguistics},
	Pages = {221--231},
	Title = {An end-to-end model for question answering over knowledge base with cross-attention combining global knowledge},
	Year = {2017}}

@inproceedings{hu2008collaborative,
  title={Collaborative filtering for implicit feedback datasets},
  author={Hu, Yifan and Koren, Yehuda and Volinsky, Chris},
  booktitle={IEEE International Conference on Data Mining},
  pages={263--272},
  year={2008}
}

@article{kingma2014adam,
	Author = {Kingma, Diederik P and Ba, Jimmy},
	Journal = {Third International Conference on Learning Representations},
	Title = {Adam: A method for stochastic optimization},
	Year = {2015}}

@article{koren2009matrix,
	Author = {Koren, Yehuda and Bell, Robert and Volinsky, Chris},
	Journal = {Computer},
	Title = {Matrix factorization techniques for recommender systems},
	Volume = {42},
	Year = {2009}}

@incollection{koren2015advances,
	Author = {Koren, Yehuda and Bell, Robert},
	Booktitle = {Recommender systems handbook},
	Pages = {77--118},
	Title = {Advances in collaborative filtering},
	Year = {2015}}

@inproceedings{liu2017semantic,
	Author = {Liu, Zemin and Zheng, Vincent W and Zhao, Zhou and Zhu, Fanwei and Chang, Kevin Chen-Chuan and Wu, Minghui and Ying, Jing},
	Booktitle = {The Thirty-First AAAI Conference on Artificial Intelligence},
	Pages = {154--160},
	Title = {Semantic Proximity Search on Heterogeneous Graph by Proximity Embedding},
	Year = {2017}}

@inproceedings{liu2017personalized,
  title={Personalized ranking recommendation via integrating multiple feedbacks},
  author={Liu, Jian and Shi, Chuan and Hu, Binbin and Liu, Shenghua and Philip, S Yu},
  booktitle={Pacific-Asia Conference on Knowledge Discovery and Data Mining},
  pages={131--143},
  year={2017}
}

@article{pham2016general,
	Author = {Pham, Tuan-Anh Nguyen and Li, Xutao and Cong, Gao and Zhang, Zhenjie},
	Journal = {IEEE Transactions on Knowledge and Data Engineering},
	Pages = {3140--3153},
	Title = {A general recommendation model for heterogeneous networks},
	Volume = {28},
	Year = {2016}}

@inproceedings{phan2017neupl,
	Author = {Phan, Minh C and Sun, Aixin and Tay, Yi and Han, Jialong and Li, Chenliang},
	Booktitle = {Proceedings of the 2017 ACM on Conference on Information and Knowledge Management},
	Pages = {1667--1676},
	Title = {NeuPL: Attention-based Semantic Matching and Pair-Linking for Entity Disambiguation},
	Year = {2017}}

@inproceedings{perozzi2014deepwalk,
	Author = {Perozzi, Bryan and Al-Rfou, Rami and Skiena, Steven},
	Booktitle = {Proceedings of the 20th ACM SIGKDD international conference on Knowledge discovery and data mining},
	Pages = {701--710},
	Title = {Deepwalk: Online learning of social representations},
	Year = {2014}}

@inproceedings{rendle2009bpr,
	Author = {Rendle, Steffen and Freudenthaler, Christoph and Gantner, Zeno and Schmidt-Thieme, Lars},
	Booktitle = {Proceedings of the twenty-fifth conference on uncertainty in artificial intelligence},
	Title = {BPR: Bayesian personalized ranking from implicit feedback},
	Year = {2009}}

@inproceedings{rendle2010factorization,
	Author = {Rendle, Steffen},
	Booktitle = {IEEE 10th International Conference on Data Mining},
	Pages = {995--1000},
	Title = {Factorization machines},
	Year = {2010}}

@inproceedings{ronen2016recommendations,
	Author = {Ronen, Royi and Yom-Tov, Elad and Lavee, Gal},
	Booktitle = {IEEE 32nd International Conference on Data Engineering},
	Pages = {1230--1238},
	Title = {Recommendations meet web browsing: enhancing collaborative filtering using internet browsing logs},
	Year = {2016}}

@inproceedings{sarwar2001item,
	Author = {Sarwar, Badrul and Karypis, George and Konstan, Joseph and Riedl, John},
	Booktitle = {Proceedings of the 10th international conference on World Wide Web},
	Pages = {285--295},
	Title = {Item-based collaborative filtering recommendation algorithms},
	Year = {2001}}

@article{shi2014hetesim,
  title={Hetesim: A general framework for relevance measure in heterogeneous networks},
  author={Shi, Chuan and Kong, Xiangnan and Huang, Yue and Philip, S Yu and Wu, Bin},
  journal={IEEE Transactions on Knowledge and Data Engineering},
  volume={26},
  pages={2479--2492},
  year={2014}
}

@inproceedings{shi2015semantic,
	Author = {Shi, Chuan and Zhang, Zhiqiang and Luo, Ping and Yu, Philip S and Yue, Yading and Wu, Bin},
	Booktitle = {Proceedings of the 24th ACM International on Conference on Information and Knowledge Management},
	Pages = {453--462},
	Title = {Semantic path based personalized recommendation on weighted heterogeneous information networks},
	Year = {2015}}

@article{shi2017heterogeneous,
  title={Heterogeneous Information Network Embedding for Recommendation},
  author={Shi, Chuan and Hu, Binbin and Zhao, Wayne Xin and Yu, Philip S},
  journal={IEEE Transactions on Knowledge and Data Engineering},
  year={2018}}

@article{shi2017survey,
	Author = {Shi, Chuan and Li, Yitong and Zhang, Jiawei and Sun, Yizhou and Philip, S Yu},
	Journal = {IEEE Transactions on Knowledge and Data Engineering},
	Pages = {17--37},
	Title = {A survey of heterogeneous information network analysis},
	Volume = {29},
	Year = {2017}}

@article{sun2011pathsim,
	Author = {Sun, Yizhou and Han, Jiawei and Yan, Xifeng and Yu, Philip S and Wu, Tianyi},
	Journal = {Very Large Data Base Endowment},
	Pages = {992--1003},
	Title = {Pathsim: Meta path-based top-k similarity search in heterogeneous information networks},
	Volume = {4},
	Year = {2011}}

@inproceedings{tang2015line,
	Author = {Tang, Jian and Qu, Meng and Wang, Mingzhe and Zhang, Ming and Yan, Jun and Mei, Qiaozhu},
	Booktitle = {Proceedings of the 24th International Conference on World Wide Web},
	Pages = {1067--1077},
	Title = {Line: Large-scale information network embedding},
	Year = {2015}}

@inproceedings{tay2018latent,
	Author = {Tay, Yi and Tuan, Luu Anh and Hui, Siu Cheung},
	Booktitle = {Proceedings of the 27th International Conference on World Wide Web},
	Title = {Latent Relational Metric Learning via Memory-based A ention for Collaborative Ranking},
	Year = {2018}}

@incollection{adomavicius2015context,
	Author = {Adomavicius, Gediminas and Tuzhilin, Alexander},
	Booktitle = {Recommender systems handbook},
	Pages = {191--226},
	Title = {Context-aware recommender systems},
	Year = {2015}}

@inproceedings{wang2016structural,
	Author = {Wang, Daixin and Cui, Peng and Zhu, Wenwu},
	Booktitle = {Proceedings of the 22nd ACM SIGKDD international conference on Knowledge discovery and data mining},
	Pages = {1225--1234},
	Title = {Structural deep network embedding},
	Year = {2016}}

@inproceedings{wang2016social,
	Author = {Wang, Xin and Lu, Wei and Ester, Martin and Wang, Can and Chen, Chun},
	Booktitle = {Proceedings of the 25th ACM International on Conference on Information and Knowledge Management},
	Pages = {5--14},
	Title = {Social recommendation with strong and weak ties},
	Year = {2016}}

@inproceedings{wang2017dynamic,
	Author = {Wang, Xuejian and Yu, Lantao and Ren, Kan and Tao, Guanyu and Zhang, Weinan and Yu, Yong and Wang, Jun},
	Booktitle = {Proceedings of the 23rd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining},
	Pages = {2051--2059},
	Title = {Dynamic attention deep model for article recommendation by learning human editors' demonstration},
	Year = {2017}}

@article{xiao2017attentional,
  title={Attentional factorization machines: Learning the weight of feature interactions via attention networks},
  author={Xiao, Jun and Ye, Hao and He, Xiangnan and Zhang, Hanwang and Wu, Fei and Chua, Tat-Seng},
  journal={arXiv preprint arXiv:1708.04617},
  year={2017}
}

@article{xiong2016dynamic,
	Author = {Xiong, Caiming and Zhong, Victor and Socher, Richard},
	Journal = {Fifth International Conference on Learning Representations},
	Title = {Dynamic coattention networks for question answering},
	Year = {2017}}


@inproceedings{xu2015show,
	Author = {Xu, Kelvin and Ba, Jimmy and Kiros, Ryan and Cho, Kyunghyun and Courville, Aaron and Salakhudinov, Ruslan and Zemel, Rich and Bengio, Yoshua},
	Booktitle = {International Conference on Machine Learning},
	Pages = {2048--2057},
	Title = {Show, attend and tell: Neural image caption generation with visual attention},
	Year = {2015}}

@inproceedings{xu2017embedding,
	Author = {Xu, Linchuan and Wei, Xiaokai and Cao, Jiannong and Yu, Philip S},
	Booktitle = {Proceedings of the Tenth ACM International Conference on Web Search and Data Mining},
	Pages = {741--749},
	Title = {Embedding of embedding (eoe): Joint embedding for coupled heterogeneous networks},
	Year = {2017}}

@inproceedings{yin2013lcars,
	Author = {Yin, Hongzhi and Sun, Yizhou and Cui, Bin and Hu, Zhiting and Chen, Ling},
	Booktitle = {Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining},
	Pages = {221--229},
	Title = {LCARS: a location-content-aware recommender system},
	Year = {2013}}

@inproceedings{yu2014personalized,
	Author = {Yu, Xiao and Ren, Xiang and Sun, Yizhou and Gu, Quanquan and Sturt, Bradley and Khandelwal, Urvashi and Norick, Brandon and Han, Jiawei},
	Booktitle = {Proceedings of the 7th ACM international conference on Web search and data mining},
	Pages = {283--292},
	Title = {Personalized entity recommendation: A heterogeneous information network approach},
	Year = {2014}}

@inproceedings{zhao2014we,
  title={We know what you want to buy: a demographic-based system for product recommendation on microblogs},
  author={Zhao, Xin Wayne and Guo, Yanwei and He, Yulan and Jiang, Han and Wu, Yuexin and Li, Xiaoming},
  booktitle={Proceedings of the 20th ACM SIGKDD international conference on Knowledge discovery and data mining},
  pages={1935--1944},
  year={2014}
}

@article{zhao2016connecting,
  title={Connecting social media to e-commerce: Cold-start product recommendation using microblogging information},
  author={Zhao, Wayne Xin and Li, Sui and He, Yulan and Chang, Edward Y and Wen, Ji-Rong and Li, Xiaoming},
  journal={IEEE Transactions on Knowledge and Data Engineering},
  volume={28},
  number={5},
  pages={1147--1159},
  year={2016}
}

@inproceedings{zhao2017meta,
	Author = {Zhao, Huan and Yao, Quanming and Li, Jianda and Song, Yangqiu and Lee, Dik Lun},
	Booktitle = {Proceedings of the 23rd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining},
	Pages = {635--644},
	Title = {Meta-graph based recommendation fusion over heterogeneous information networks},
	Year = {2017}}
